Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "160"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 160 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 84 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 82 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 160, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459901 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.480126 -1.165013 -0.668943 -1.059098 -0.244065 1.845712 0.189408 0.676612 0.6776 0.6914 0.3914 nan nan
2459900 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.481692 -1.014655 -0.676966 -1.066532 -0.322853 1.738216 0.358428 0.719000 0.6260 0.6502 0.3343 nan nan
2459898 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.697097 -1.062140 -0.780729 -1.172967 -0.121228 1.007326 1.306509 0.952458 0.6697 0.6887 0.3885 nan nan
2459897 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.683319 -0.957988 -0.891039 -0.927979 -0.164713 1.197104 0.466315 1.001257 0.6693 0.6797 0.3887 nan nan
2459896 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.776696 -1.139207 -0.764124 -1.140873 -0.357886 -0.576600 0.042637 -0.150130 0.6685 0.6815 0.3883 nan nan
2459895 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.267811 -1.319866 -0.780958 -1.337388 -0.718975 0.387727 -0.130791 -1.562152 0.7567 0.7484 0.2644 nan nan
2459894 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.605968 -1.227739 -0.818152 -0.762076 -0.227199 1.147230 0.449077 1.203407 0.6753 0.6786 0.3772 nan nan
2459893 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.426411 -1.056048 -0.770904 -0.935481 -0.351678 0.023434 0.115142 0.496482 0.6802 0.6898 0.3759 nan nan
2459892 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.764684 -1.130342 -0.876428 -1.245475 -0.679964 1.088464 0.558490 0.088286 0.6779 0.6926 0.3777 nan nan
2459891 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.454035 -1.013860 -0.968858 -1.116947 -0.360563 0.883617 0.974788 1.431150 0.6742 0.6894 0.3802 nan nan
2459890 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.746612 -1.250793 -0.850762 -1.323326 -0.385983 0.776791 0.105571 0.632859 0.6761 0.6882 0.3809 nan nan
2459889 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.604327 -1.326236 -1.067537 -1.133011 -0.648987 0.021637 0.519215 1.916690 0.6832 0.6919 0.3762 nan nan
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.748726 -1.214575 -0.820788 -1.412131 0.228159 0.313344 -0.673729 -0.515143 0.6957 0.7087 0.3712 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.916742 -1.174292 -0.687845 -1.576123 0.346491 0.220077 -0.110911 0.232072 0.6819 0.6932 0.3796 nan nan
2459886 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.596797 -1.184518 -0.589298 -1.264019 -0.189952 -0.281072 -0.250439 -1.055410 0.7549 0.7491 0.3199 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.049670 -1.726180 1.812707 5.905604 -0.885345 1.939518 0.043069 0.464476 0.7217 0.7222 0.3461 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.738897 -1.223932 -0.863747 -1.421983 -0.101911 -0.347930 0.413693 0.275462 0.6902 0.6932 0.3781 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.022525 -0.930608 1.280063 5.811066 -0.784208 2.069099 3.621694 1.820310 0.6824 0.6963 0.3772 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.456793 -1.899497 1.582429 4.913103 -0.864044 1.257572 1.819735 1.312176 0.6828 0.6898 0.3730 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.342192 -0.979074 1.824051 6.183898 -1.577188 0.315063 5.974907 5.467625 0.7277 0.7433 0.3185 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.095931 -1.204639 0.925676 5.367018 -0.881977 1.469714 1.572155 1.076992 0.6800 0.6938 0.3843 nan nan
2459879 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.675283 -0.737869 -0.506108 -0.988623 0.002107 0.282765 1.468798 0.759723 0.6693 0.6882 0.4008 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.603893 -0.591700 1.524615 7.288466 -0.860875 0.644869 1.776234 2.368646 0.6770 0.6956 0.3891 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.907489 -0.930322 0.988063 4.706635 -0.515086 -0.008934 1.220146 1.777838 0.7014 0.6890 0.3772 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.089770 -0.944971 1.851981 6.278511 -1.201270 1.190601 0.125286 1.344421 0.7122 0.7176 0.3818 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.725800 -0.346305 0.654570 2.741038 -0.477372 0.182700 2.650172 2.090154 0.7024 0.6847 0.3683 nan nan
2459873 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.054721 -0.889157 1.125572 3.139837 -0.827983 1.935408 0.119449 0.768332 0.7065 0.6831 0.3671 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.808150 -0.591573 2.246116 4.886148 -1.133526 0.807805 3.012795 2.950607 0.6987 0.6752 0.3786 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.606010 -0.836611 1.731769 5.932598 -0.702686 -0.161823 0.477509 1.041830 0.7062 0.6816 0.3758 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.191595 0.040524 1.171975 4.282337 -0.550708 0.859502 5.350777 3.191772 0.7087 0.6899 0.3772 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.876032 -1.134980 1.068324 4.887257 -0.623377 0.017922 1.166805 -0.117162 0.7131 0.7088 0.3760 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.927893 -0.934988 2.411898 5.481968 -0.496004 0.548782 2.482476 4.068226 0.6960 0.6813 0.3950 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.335433 -0.963820 2.169178 3.806334 -0.800021 0.860718 1.401174 1.271498 0.7122 0.6908 0.3892 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.691875 -0.965152 2.088392 3.780814 -0.301628 1.195996 2.346388 1.031773 0.7103 0.6902 0.3827 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.312203 -1.341035 19.603159 20.147794 -0.872196 1.826320 4.849955 3.693565 0.7327 0.7107 0.3621 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.539258 5.363269 23.571863 22.275547 4.087498 7.300410 -2.562137 -2.050611 0.7042 0.6831 0.4058 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.977468 3.046843 3.903477 3.287352 0.398853 1.651555 -2.390141 -2.627003 0.7003 0.6746 0.3966 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.855195 4.321016 28.393457 26.721303 6.396544 10.417086 -1.287641 -1.886232 0.6804 0.6880 0.4117 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - 3.492730 1.824765 2.567195 1.837437 -0.113134 -0.011568 -2.937292 -3.191892 0.7109 0.6731 0.4076 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.631690 3.326829 21.559562 20.588667 8.505609 13.547299 -2.072152 -2.712395 0.7163 0.6773 0.4034 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - 3.123041 1.683666 2.607334 1.976140 0.074896 0.242692 -2.489023 -2.560128 0.7212 0.6846 0.3993 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 3.283737 1.796175 2.333077 1.718913 -0.319141 0.160746 -3.713421 -3.587447 0.7311 0.6889 0.4105 1.526367 1.415747
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 28.936287 27.657940 0.960900 0.823646 10.524408 26.201237 21.830468 7.397069 0.0378 0.0401 0.0047 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.249502 2.883998 19.789948 17.186308 3.593246 7.144911 0.044270 -0.858531 0.7180 0.7066 0.3955 2.777283 2.734011
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.292165 18.915045 24.065318 25.182186 2.841949 4.339980 2.144118 2.777658 0.0393 0.0410 0.0025 1.185451 1.183504
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.287933 17.329750 18.442662 19.222860 3.989877 4.387990 4.651081 6.278763 0.0392 0.0409 0.0029 1.193409 1.194014
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.386974 16.804374 25.042664 26.662553 6.948105 10.862596 4.008434 5.386148 0.0406 0.0429 0.0030 1.210251 1.207691
2459852 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.873439 16.328506 25.845021 27.928134 15.488002 19.751092 16.799302 16.465160 0.0361 0.0369 0.0016 1.193322 1.191613
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.331359 21.824929 26.519841 29.808767 21.483230 43.462437 13.786393 22.503620 0.0448 0.0636 0.0162 1.214385 1.205802
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.768041 19.673395 22.933358 24.819979 10.300114 19.782311 7.098413 18.110896 0.0378 0.0423 0.0050 1.208619 1.208213
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.909912 18.389001 46.340313 49.113288 7.090405 12.858343 4.413481 7.576745 0.0390 0.0395 0.0026 1.187109 1.184648
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.544176 16.348441 29.716320 32.001242 14.318278 21.786876 3.154317 5.213471 0.0396 0.0412 0.0029 1.186082 1.185780
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.686356 18.889426 27.698818 30.163325 21.930425 28.381648 1.530605 2.251718 0.0372 0.0381 0.0026 1.223717 1.220928
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.404256 20.987188 39.394164 41.369757 10.126320 16.539877 2.293192 2.825822 0.0446 0.0485 0.0053 1.362318 1.366602
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.091185 13.915568 5.853268 7.409404 4.277949 6.007770 10.114761 15.335812 0.0328 0.0305 0.0029 nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.182981 21.211696 19.140796 20.442377 64.312300 70.847405 2.142056 3.582372 0.0414 0.0438 0.0042 1.275682 1.273061
2459842 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.303707 14.483696 8.859457 9.973024 -0.042775 -0.448560 1.063479 1.960693 0.0389 0.0397 0.0043 1.317742 1.302071
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.104321 14.167143 4.107819 5.064672 5.297341 7.784313 8.587265 11.890570 0.0325 0.0300 0.0033 nan nan
2459839 digital_ok 100.00% - - - - - 0.199533 1.976470 -0.761646 -0.515474 1.390033 3.301249 8.463737 11.924618 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.941095 17.777246 22.361649 23.752038 19.770641 29.646752 1.807418 2.772428 0.0439 0.0479 0.0036 1.232404 1.224637
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0632 0.0660 0.0173 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 2.416998 2.902812 2.268922 2.665449 -0.136663 0.887985 0.599845 1.081130 0.0600 0.0674 0.0146 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.959607 6.565891 3.125381 3.324654 3.567818 6.173137 9.109719 12.779395 0.0449 0.0510 0.0107 nan nan
2459832 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.113219 1.872950 -0.901630 -0.369513 1.424017 2.928742 5.780967 8.066157 0.0563 0.0925 0.0203 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.253183 32.076582 35.704346 37.102279 39.994168 36.262249 6.105912 7.506237 0.0412 0.0419 0.0029 1.264942 1.259351
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.141939 32.805982 29.091690 30.341797 28.917374 32.019344 8.573902 10.410573 0.0422 0.0445 0.0015 inf inf
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.449237 26.661153 31.370412 32.438663 36.774058 33.282024 13.586753 14.796774 0.0417 0.0447 0.0040 0.000000 0.000000
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.502059 24.394398 35.323948 36.944466 24.703474 26.175823 1.247677 1.664350 0.0393 0.0432 0.0033 0.000000 0.000000
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.823709 24.275278 39.617422 40.775900 49.107870 45.173105 8.136608 9.395173 0.0412 0.0441 0.0037 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.347503 26.599889 31.553474 32.572746 27.721921 25.689793 0.434135 0.611726 0.0401 0.0412 0.0021 1.287974 1.247732
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.845589 18.038665 25.193809 26.447634 10.771754 19.253869 2.765169 3.757095 0.0387 0.0405 0.0029 1.373032 1.364727
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.435476 22.959861 47.074828 48.240564 34.474761 36.057551 29.155232 34.085500 0.0388 0.0419 0.0043 1.182568 1.197078
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.533778 24.735888 43.108786 44.392296 30.923641 29.592753 1.261705 1.303411 0.0403 0.0427 0.0038 1.187225 1.194239
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.204993 27.897664 44.120560 45.072411 26.487706 26.131344 -0.595958 -0.075803 0.0405 0.0421 0.0028 1.235754 1.232023
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.181960 22.621504 42.874902 43.854061 36.398132 36.567543 1.445781 1.751300 0.0441 0.0450 0.0019 1.205479 1.203246
2459816 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.435279 18.502754 43.013929 44.613249 46.813250 45.374868 8.051447 10.609346 0.0434 0.0445 0.0027 1.207263 1.204377
2459815 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.456407 20.274497 46.893999 48.133877 47.672105 48.031407 11.402206 14.064979 0.0420 0.0430 0.0009 1.206402 1.206572
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 160: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 1.845712 -0.480126 -1.165013 -0.668943 -1.059098 -0.244065 1.845712 0.189408 0.676612

Antenna 160: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 1.738216 -0.481692 -1.014655 -0.676966 -1.066532 -0.322853 1.738216 0.358428 0.719000

Antenna 160: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Discontinuties 1.306509 -1.062140 -0.697097 -1.172967 -0.780729 1.007326 -0.121228 0.952458 1.306509

Antenna 160: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 1.197104 -0.957988 -0.683319 -0.927979 -0.891039 1.197104 -0.164713 1.001257 0.466315

Antenna 160: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Discontinuties 0.042637 -1.139207 -0.776696 -1.140873 -0.764124 -0.576600 -0.357886 -0.150130 0.042637

Antenna 160: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 0.387727 -0.267811 -1.319866 -0.780958 -1.337388 -0.718975 0.387727 -0.130791 -1.562152

Antenna 160: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 1.203407 -1.227739 -0.605968 -0.762076 -0.818152 1.147230 -0.227199 1.203407 0.449077

Antenna 160: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 0.496482 -0.426411 -1.056048 -0.770904 -0.935481 -0.351678 0.023434 0.115142 0.496482

Antenna 160: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 1.088464 -1.130342 -0.764684 -1.245475 -0.876428 1.088464 -0.679964 0.088286 0.558490

Antenna 160: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 1.431150 -0.454035 -1.013860 -0.968858 -1.116947 -0.360563 0.883617 0.974788 1.431150

Antenna 160: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 0.776791 -1.250793 -0.746612 -1.323326 -0.850762 0.776791 -0.385983 0.632859 0.105571

Antenna 160: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 1.916690 -0.604327 -1.326236 -1.067537 -1.133011 -0.648987 0.021637 0.519215 1.916690

Antenna 160: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 0.313344 -1.214575 -0.748726 -1.412131 -0.820788 0.313344 0.228159 -0.515143 -0.673729

Antenna 160: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Variability 0.346491 -1.174292 -0.916742 -1.576123 -0.687845 0.220077 0.346491 0.232072 -0.110911

Antenna 160: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Variability -0.189952 -0.596797 -1.184518 -0.589298 -1.264019 -0.189952 -0.281072 -0.250439 -1.055410

Antenna 160: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 5.905604 -1.726180 -1.049670 5.905604 1.812707 1.939518 -0.885345 0.464476 0.043069

Antenna 160: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Discontinuties 0.413693 -1.223932 -0.738897 -1.421983 -0.863747 -0.347930 -0.101911 0.275462 0.413693

Antenna 160: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 5.811066 -0.930608 -1.022525 5.811066 1.280063 2.069099 -0.784208 1.820310 3.621694

Antenna 160: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 4.913103 -1.899497 -1.456793 4.913103 1.582429 1.257572 -0.864044 1.312176 1.819735

Antenna 160: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 6.183898 -0.979074 -0.342192 6.183898 1.824051 0.315063 -1.577188 5.467625 5.974907

Antenna 160: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 5.367018 -1.204639 -1.095931 5.367018 0.925676 1.469714 -0.881977 1.076992 1.572155

Antenna 160: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Discontinuties 1.468798 -0.737869 -0.675283 -0.988623 -0.506108 0.282765 0.002107 0.759723 1.468798

Antenna 160: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 7.288466 -0.591700 -0.603893 7.288466 1.524615 0.644869 -0.860875 2.368646 1.776234

Antenna 160: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 4.706635 -0.907489 -0.930322 0.988063 4.706635 -0.515086 -0.008934 1.220146 1.777838

Antenna 160: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 6.278511 -1.089770 -0.944971 1.851981 6.278511 -1.201270 1.190601 0.125286 1.344421

Antenna 160: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 2.741038 -1.725800 -0.346305 0.654570 2.741038 -0.477372 0.182700 2.650172 2.090154

Antenna 160: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 3.139837 -1.054721 -0.889157 1.125572 3.139837 -0.827983 1.935408 0.119449 0.768332

Antenna 160: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 4.886148 -0.591573 -0.808150 4.886148 2.246116 0.807805 -1.133526 2.950607 3.012795

Antenna 160: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 5.932598 -0.836611 -0.606010 5.932598 1.731769 -0.161823 -0.702686 1.041830 0.477509

Antenna 160: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Discontinuties 5.350777 -1.191595 0.040524 1.171975 4.282337 -0.550708 0.859502 5.350777 3.191772

Antenna 160: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 4.887257 -0.876032 -1.134980 1.068324 4.887257 -0.623377 0.017922 1.166805 -0.117162

Antenna 160: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 5.481968 -0.927893 -0.934988 2.411898 5.481968 -0.496004 0.548782 2.482476 4.068226

Antenna 160: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 3.806334 -0.335433 -0.963820 2.169178 3.806334 -0.800021 0.860718 1.401174 1.271498

Antenna 160: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 3.780814 -0.965152 -0.691875 3.780814 2.088392 1.195996 -0.301628 1.031773 2.346388

Antenna 160: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 20.147794 0.312203 -1.341035 19.603159 20.147794 -0.872196 1.826320 4.849955 3.693565

Antenna 160: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Power 23.571863 5.363269 7.539258 22.275547 23.571863 7.300410 4.087498 -2.050611 -2.562137

Antenna 160: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape 4.977468 4.977468 3.046843 3.903477 3.287352 0.398853 1.651555 -2.390141 -2.627003

Antenna 160: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Power 28.393457 6.855195 4.321016 28.393457 26.721303 6.396544 10.417086 -1.287641 -1.886232

Antenna 160: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape 3.492730 1.824765 3.492730 1.837437 2.567195 -0.011568 -0.113134 -3.191892 -2.937292

Antenna 160: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Power 21.559562 4.631690 3.326829 21.559562 20.588667 8.505609 13.547299 -2.072152 -2.712395

Antenna 160: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape 3.123041 3.123041 1.683666 2.607334 1.976140 0.074896 0.242692 -2.489023 -2.560128

Antenna 160: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape 3.283737 1.796175 3.283737 1.718913 2.333077 0.160746 -0.319141 -3.587447 -3.713421

Antenna 160: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape 28.936287 27.657940 28.936287 0.823646 0.960900 26.201237 10.524408 7.397069 21.830468

Antenna 160: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Power 19.789948 6.249502 2.883998 19.789948 17.186308 3.593246 7.144911 0.044270 -0.858531

Antenna 160: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 25.182186 18.915045 17.292165 25.182186 24.065318 4.339980 2.841949 2.777658 2.144118

Antenna 160: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 19.222860 17.329750 17.287933 19.222860 18.442662 4.387990 3.989877 6.278763 4.651081

Antenna 160: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 26.662553 16.804374 14.386974 26.662553 25.042664 10.862596 6.948105 5.386148 4.008434

Antenna 160: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 27.928134 13.873439 16.328506 25.845021 27.928134 15.488002 19.751092 16.799302 16.465160

Antenna 160: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 43.462437 11.331359 21.824929 26.519841 29.808767 21.483230 43.462437 13.786393 22.503620

Antenna 160: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 24.819979 13.768041 19.673395 22.933358 24.819979 10.300114 19.782311 7.098413 18.110896

Antenna 160: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 49.113288 15.909912 18.389001 46.340313 49.113288 7.090405 12.858343 4.413481 7.576745

Antenna 160: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 32.001242 16.348441 14.544176 32.001242 29.716320 21.786876 14.318278 5.213471 3.154317

Antenna 160: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 30.163325 18.889426 16.686356 30.163325 27.698818 28.381648 21.930425 2.251718 1.530605

Antenna 160: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 41.369757 20.987188 18.404256 41.369757 39.394164 16.539877 10.126320 2.825822 2.293192

Antenna 160: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 15.335812 12.091185 13.915568 5.853268 7.409404 4.277949 6.007770 10.114761 15.335812

Antenna 160: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 70.847405 21.211696 19.182981 20.442377 19.140796 70.847405 64.312300 3.582372 2.142056

Antenna 160: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Shape 14.483696 11.303707 14.483696 8.859457 9.973024 -0.042775 -0.448560 1.063479 1.960693

Antenna 160: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Shape 14.167143 12.104321 14.167143 4.107819 5.064672 5.297341 7.784313 8.587265 11.890570

Antenna 160: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 11.924618 1.976470 0.199533 -0.515474 -0.761646 3.301249 1.390033 11.924618 8.463737

Antenna 160: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Variability 29.646752 17.777246 15.941095 23.752038 22.361649 29.646752 19.770641 2.772428 1.807418

Antenna 160: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Shape 2.902812 2.902812 2.416998 2.665449 2.268922 0.887985 -0.136663 1.081130 0.599845

Antenna 160: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 12.779395 6.565891 5.959607 3.324654 3.125381 6.173137 3.567818 12.779395 9.109719

Antenna 160: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 160: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Temporal Discontinuties 8.066157 -0.113219 1.872950 -0.901630 -0.369513 1.424017 2.928742 5.780967 8.066157

Antenna 160: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Variability 39.994168 31.253183 32.076582 35.704346 37.102279 39.994168 36.262249 6.105912 7.506237

Antenna 160: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Shape 32.805982 32.805982 29.141939 30.341797 29.091690 32.019344 28.917374 10.410573 8.573902

Antenna 160: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Variability 36.774058 26.661153 25.449237 32.438663 31.370412 33.282024 36.774058 14.796774 13.586753

Antenna 160: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 36.944466 22.502059 24.394398 35.323948 36.944466 24.703474 26.175823 1.247677 1.664350

Antenna 160: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Variability 49.107870 24.275278 23.823709 40.775900 39.617422 45.173105 49.107870 9.395173 8.136608

Antenna 160: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 32.572746 26.599889 26.347503 32.572746 31.553474 25.689793 27.721921 0.611726 0.434135

Antenna 160: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 26.447634 14.845589 18.038665 25.193809 26.447634 10.771754 19.253869 2.765169 3.757095

Antenna 160: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 48.240564 22.959861 23.435476 48.240564 47.074828 36.057551 34.474761 34.085500 29.155232

Antenna 160: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 44.392296 24.533778 24.735888 43.108786 44.392296 30.923641 29.592753 1.261705 1.303411

Antenna 160: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 45.072411 27.897664 27.204993 45.072411 44.120560 26.131344 26.487706 -0.075803 -0.595958

Antenna 160: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 160: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 43.854061 22.181960 22.621504 42.874902 43.854061 36.398132 36.567543 1.445781 1.751300

Antenna 160: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok ee Temporal Variability 46.813250 18.502754 17.435279 44.613249 43.013929 45.374868 46.813250 10.609346 8.051447

Antenna 160: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 48.133877 20.274497 20.456407 48.133877 46.893999 48.031407 47.672105 14.064979 11.402206

Antenna 160: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 160: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: